Machine Learning

Using Machine Learning to Predict the Duration of Atrial Fibrillation: Model Development and Validation

Satoshi Shimoo, Keitaro Senoo, Taku Okawa, Kohei Kawai, Masahiro Makino, Jun Munakata, Nobunari Tomura, Hibiki Iwakoshi, Tetsuro Nishimura, Hirokazu Shiraishi, Keiji Inoue, Satoaki Matoba

JMIR Med Inform 2024 (Nov 22); 12:e63795

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A Multivariable Prediction Model for Mild Cognitive Impairment and Dementia: Algorithm Development and Validation

Sarah Soyeon Oh, Bada Kang, Dahye Hong, Jennifer Ivy Kim, Hyewon Jeong, Jinyeop Song, Minkyu Jeon

JMIR Med Inform 2024 (Nov 22); 12:e59396

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Identification of a Susceptible and High-Risk Population for Postoperative Systemic Inflammatory Response Syndrome in Older Adults: Machine Learning–Based Predictive Model

Haiyan Mai, Yaxin Lu, Yu Fu, Tongsen Luo, Xiaoyue Li, Yihan Zhang, Zifeng Liu, Yuenong Zhang, Shaoli Zhou, Chaojin Chen

J Med Internet Res 2024 (Nov 22); 26:e57486

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Development and Validation of a Machine Learning–Based Early Warning Model for Lichenoid Vulvar Disease: Prediction Model Development Study

Jian Meng, Xiaoyu Niu, Can Luo, Yueyue Chen, Qiao Li, Dongmei Wei

J Med Internet Res 2024 (Nov 22); 26:e55734

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Hospital Length of Stay Prediction for Planned Admissions Using Observational Medical Outcomes Partnership Common Data Model: Retrospective Study

Haeun Lee, Seok Kim, Hui-Woun Moon, Ho-Young Lee, Kwangsoo Kim, Se Young Jung, Sooyoung Yoo

J Med Internet Res 2024 (Nov 22); 26:e59260

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Chinese Clinical Named Entity Recognition With Segmentation Synonym Sentence Synthesis Mechanism: Algorithm Development and Validation

Jian Tang, Zikun Huang, Hongzhen Xu, Hao Zhang, Hailing Huang, Minqiong Tang, Pengsheng Luo, Dong Qin

JMIR Med Inform 2024 (Nov 21); 12:e60334

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Bidirectional Long Short-Term Memory–Based Detection of Adverse Drug Reaction Posts Using Korean Social Networking Services Data: Deep Learning Approaches

Chung-Chun Lee, Seunghee Lee, Mi-Hwa Song, Jong-Yeup Kim, Suehyun Lee

JMIR Med Inform 2024 (Nov 20); 12:e45289

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Evaluation Framework of Large Language Models in Medical Documentation: Development and Usability Study

Junhyuk Seo, Dasol Choi, Taerim Kim, Won Chul Cha, Minha Kim, Haanju Yoo, Namkee Oh, YongJin Yi, Kye Hwa Lee, Edward Choi

J Med Internet Res 2024 (Nov 20); 26:e58329

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Comparative Analysis of Diagnostic Performance: Differential Diagnosis Lists by LLaMA3 Versus LLaMA2 for Case Reports

Takanobu Hirosawa, Yukinori Harada, Kazuki Tokumasu, Tatsuya Shiraishi, Tomoharu Suzuki, Taro Shimizu

JMIR Form Res 2024 (Nov 19); 8:e64844

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Predicting Pain Response to a Remote Musculoskeletal Care Program for Low Back Pain Management: Development of a Prediction Tool

Anabela C Areias, Robert G Moulder, Maria Molinos, Dora Janela, Virgílio Bento, Carolina Moreira, Vijay Yanamadala, Steven P Cohen, Fernando Dias Correia, Fabíola Costa

JMIR Med Inform 2024 (Nov 19); 12:e64806

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Mitigating Cognitive Biases in Clinical Decision-Making Through Multi-Agent Conversations Using Large Language Models: Simulation Study

Yuhe Ke, Rui Yang, Sui An Lie, Taylor Xin Yi Lim, Yilin Ning, Irene Li, Hairil Rizal Abdullah, Daniel Shu Wei Ting, Nan Liu

J Med Internet Res 2024 (Nov 19); 26:e59439

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Medication Prescription Policy for US Veterans With Metastatic Castration-Resistant Prostate Cancer: Causal Machine Learning Approach

Deepika Gopukumar, Nirup Menon, Martin W Schoen

JMIR Med Inform 2024 (Nov 19); 12:e59480

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Accuracy of Machine Learning in Discriminating Kawasaki Disease and Other Febrile Illnesses: Systematic Review and Meta-Analysis

Jinpu Zhu, Fushuang Yang, Yang Wang, Zhongtian Wang, Yao Xiao, Lie Wang, Liping Sun

J Med Internet Res 2024 (Nov 18); 26:e57641

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Exploring the Potential of Claude 3 Opus in Renal Pathological Diagnosis: Performance Evaluation

Xingyuan Li, Ke Liu, Yanlin Lang, Zhonglin Chai, Fang Liu

JMIR Med Inform 2024 (Nov 15); 12:e65033

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Impact of Image Content on Medical Crowdfunding Success: A Machine Learning Approach

Renwu Wang, Huimin Xu, Xupin Zhang

J Med Internet Res 2024 (Nov 15); 26:e58617

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Examining the Role of Large Language Models in Orthopedics: Systematic Review

Cheng Zhang, Shanshan Liu, Xingyu Zhou, Siyu Zhou, Yinglun Tian, Shenglin Wang, Nanfang Xu, Weishi Li

J Med Internet Res 2024 (Nov 15); 26:e59607

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Decoding the Digital Pulse: Bibliometric Analysis of 25 Years in Digital Health Research Through the Journal of Medical Internet Research

Robert Kaczmarczyk, Theresa Isabelle Wilhelm, Jonas Roos, Ron Martin

J Med Internet Res 2024 (Nov 15); 26:e60057

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Exploring the Intersection of Schizophrenia, Machine Learning, and Genomics: Scoping Review

Alexandre Hudon, Mélissa Beaudoin, Kingsada Phraxayavong, Stéphane Potvin, Alexandre Dumais

JMIR Bioinform Biotech 2024 (Nov 15); 5:e62752

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Optimizing a Classification Model to Evaluate Individual Susceptibility in Noise-Induced Hearing Loss: Cross-Sectional Study

Shiyuan Li, Xiao Yu, Xinrong Ma, Ying Wang, Junjie Guo, Jiping Wang, Wenxin Shen, Hongyu Dong, Richard Salvi, Hui Wang, Shankai Yin

JMIR Public Health Surveill 2024 (Nov 14); 10:e60373

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Comprehensive Symptom Prediction in Inpatients With Acute Psychiatric Disorders Using Wearable-Based Deep Learning Models: Development and Validation Study

Minseok Hong, Ri-Ra Kang, Jeong Hun Yang, Sang Jin Rhee, Hyunju Lee, Yong-gyom Kim, KangYoon Lee, HongGi Kim, Yu Sang Lee, Tak Youn, Se Hyun Kim, Yong Min Ahn

J Med Internet Res 2024 (Nov 13); 26:e65994

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